Dataset statistics
| Number of variables | 9 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 70.4 KiB |
| Average record size in memory | 72.1 B |
Variable types
| Numeric | 7 |
|---|---|
| Categorical | 2 |
Reproduction
| Analysis started | 2024-07-01 10:00:44.315430 |
|---|---|
| Analysis finished | 2024-07-01 10:00:58.090652 |
| Duration | 13.78 seconds |
| Software version | ydata-profiling v4.8.3 |
| Download configuration | config.json |
id
Real number (ℝ)
UNIFORM  UNIQUE 
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 500.5 |
| Minimum | 1 |
|---|---|
| Maximum | 1000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 50.95 |
| Q1 | 250.75 |
| median | 500.5 |
| Q3 | 750.25 |
| 95-th percentile | 950.05 |
| Maximum | 1000 |
| Range | 999 |
| Interquartile range (IQR) | 499.5 |
Descriptive statistics
| Standard deviation | 288.81944 |
|---|---|
| Coefficient of variation (CV) | 0.57706181 |
| Kurtosis | -1.2 |
| Mean | 500.5 |
| Median Absolute Deviation (MAD) | 250 |
| Skewness | 0 |
| Sum | 500500 |
| Variance | 83416.667 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 672 | 1 | 0.1% |
| 659 | 1 | 0.1% |
| 660 | 1 | 0.1% |
| 661 | 1 | 0.1% |
| 662 | 1 | 0.1% |
| 663 | 1 | 0.1% |
| 664 | 1 | 0.1% |
| 665 | 1 | 0.1% |
| 666 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 1000 | 1 | |
| 999 | 1 | |
| 998 | 1 | |
| 997 | 1 | |
| 996 | 1 | |
| 995 | 1 | |
| 994 | 1 | |
| 993 | 1 | |
| 992 | 1 | |
| 991 | 1 |
age
Real number (ℝ)
| Distinct | 52 |
|---|---|
| Distinct (%) | 5.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.783 |
| Minimum | 18 |
|---|---|
| Maximum | 69 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 30 |
| median | 45 |
| Q3 | 57 |
| 95-th percentile | 67 |
| Maximum | 69 |
| Range | 51 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 15.042213 |
|---|---|
| Coefficient of variation (CV) | 0.34356287 |
| Kurtosis | -1.1926685 |
| Mean | 43.783 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.046000137 |
| Sum | 43783 |
| Variance | 226.26818 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 47 | 32 | 3.2% |
| 30 | 30 | 3.0% |
| 33 | 29 | 2.9% |
| 45 | 29 | 2.9% |
| 53 | 28 | 2.8% |
| 19 | 28 | 2.8% |
| 69 | 28 | 2.8% |
| 64 | 27 | 2.7% |
| 41 | 25 | 2.5% |
| 61 | 24 | 2.4% |
| Other values (42) | 720 |
| Value | Count | Frequency (%) |
| 18 | 21 | |
| 19 | 28 | |
| 20 | 12 | |
| 21 | 14 | |
| 22 | 22 | |
| 23 | 23 | |
| 24 | 11 | 1.1% |
| 25 | 13 | |
| 26 | 21 | |
| 27 | 20 |
| Value | Count | Frequency (%) |
| 69 | 28 | |
| 68 | 19 | |
| 67 | 10 | 1.0% |
| 66 | 15 | |
| 65 | 14 | |
| 64 | 27 | |
| 63 | 20 | |
| 62 | 20 | |
| 61 | 24 | |
| 60 | 23 |
gender
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| Male | |
|---|---|
| Other | |
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 4.959 |
| Min length | 4 |
Characters and Unicode
| Total characters | 4959 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Female |
| 3rd row | Female |
| 4th row | Other |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Male | 357 | |
| Other | 327 | |
| Female | 316 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 357 | |
| other | 327 | |
| female | 316 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1316 | |
| a | 673 | |
| l | 673 | |
| M | 357 | 7.2% |
| O | 327 | 6.6% |
| t | 327 | 6.6% |
| h | 327 | 6.6% |
| r | 327 | 6.6% |
| F | 316 | 6.4% |
| m | 316 | 6.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4959 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1316 | |
| a | 673 | |
| l | 673 | |
| M | 357 | 7.2% |
| O | 327 | 6.6% |
| t | 327 | 6.6% |
| h | 327 | 6.6% |
| r | 327 | 6.6% |
| F | 316 | 6.4% |
| m | 316 | 6.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4959 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1316 | |
| a | 673 | |
| l | 673 | |
| M | 357 | 7.2% |
| O | 327 | 6.6% |
| t | 327 | 6.6% |
| h | 327 | 6.6% |
| r | 327 | 6.6% |
| F | 316 | 6.4% |
| m | 316 | 6.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4959 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1316 | |
| a | 673 | |
| l | 673 | |
| M | 357 | 7.2% |
| O | 327 | 6.6% |
| t | 327 | 6.6% |
| h | 327 | 6.6% |
| r | 327 | 6.6% |
| F | 316 | 6.4% |
| m | 316 | 6.4% |
income
Real number (ℝ)
| Distinct | 996 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 88500.8 |
| Minimum | 30004 |
|---|---|
| Maximum | 149973 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 30004 |
|---|---|
| 5-th percentile | 36274.9 |
| Q1 | 57911.75 |
| median | 87845.5 |
| Q3 | 116110.25 |
| 95-th percentile | 143433.4 |
| Maximum | 149973 |
| Range | 119969 |
| Interquartile range (IQR) | 58198.5 |
Descriptive statistics
| Standard deviation | 34230.771 |
|---|---|
| Coefficient of variation (CV) | 0.38678488 |
| Kurtosis | -1.1673027 |
| Mean | 88500.8 |
| Median Absolute Deviation (MAD) | 29250.5 |
| Skewness | 0.051064873 |
| Sum | 88500800 |
| Variance | 1.1717457 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 49020 | 2 | 0.2% |
| 39407 | 2 | 0.2% |
| 137307 | 2 | 0.2% |
| 61376 | 2 | 0.2% |
| 54274 | 1 | 0.1% |
| 59108 | 1 | 0.1% |
| 87717 | 1 | 0.1% |
| 48576 | 1 | 0.1% |
| 135394 | 1 | 0.1% |
| 99342 | 1 | 0.1% |
| Other values (986) | 986 |
| Value | Count | Frequency (%) |
| 30004 | 1 | |
| 30058 | 1 | |
| 30074 | 1 | |
| 30102 | 1 | |
| 30121 | 1 | |
| 30374 | 1 | |
| 30492 | 1 | |
| 30523 | 1 | |
| 30570 | 1 | |
| 30708 | 1 |
| Value | Count | Frequency (%) |
| 149973 | 1 | |
| 149936 | 1 | |
| 149744 | 1 | |
| 149741 | 1 | |
| 149723 | 1 | |
| 149578 | 1 | |
| 149505 | 1 | |
| 149256 | 1 | |
| 149062 | 1 | |
| 148784 | 1 |
spending_score
Real number (ℝ)
| Distinct | 100 |
|---|---|
| Distinct (%) | 10.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.685 |
| Minimum | 1 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 26 |
| median | 50 |
| Q3 | 76 |
| 95-th percentile | 96 |
| Maximum | 100 |
| Range | 99 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 28.955175 |
|---|---|
| Coefficient of variation (CV) | 0.57127701 |
| Kurtosis | -1.2160064 |
| Mean | 50.685 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | -0.016577324 |
| Sum | 50685 |
| Variance | 838.40218 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 70 | 20 | 2.0% |
| 27 | 19 | 1.9% |
| 96 | 17 | 1.7% |
| 100 | 17 | 1.7% |
| 83 | 16 | 1.6% |
| 69 | 16 | 1.6% |
| 19 | 15 | 1.5% |
| 79 | 15 | 1.5% |
| 68 | 15 | 1.5% |
| 40 | 15 | 1.5% |
| Other values (90) | 835 |
| Value | Count | Frequency (%) |
| 1 | 11 | |
| 2 | 14 | |
| 3 | 13 | |
| 4 | 11 | |
| 5 | 4 | 0.4% |
| 6 | 13 | |
| 7 | 7 | |
| 8 | 7 | |
| 9 | 6 | |
| 10 | 9 |
| Value | Count | Frequency (%) |
| 100 | 17 | |
| 99 | 10 | |
| 98 | 6 | 0.6% |
| 97 | 4 | 0.4% |
| 96 | 17 | |
| 95 | 9 | |
| 94 | 5 | 0.5% |
| 93 | 9 | |
| 92 | 11 | |
| 91 | 10 |
membership_years
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.469 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.8557301 |
|---|---|
| Coefficient of variation (CV) | 0.52216677 |
| Kurtosis | -1.2065871 |
| Mean | 5.469 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.02984401 |
| Sum | 5469 |
| Variance | 8.1551942 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 5 | 125 | |
| 2 | 109 | |
| 9 | 108 | |
| 6 | 96 | |
| 10 | 96 | |
| 3 | 95 | |
| 1 | 95 | |
| 7 | 94 | |
| 4 | 94 | |
| 8 | 88 |
| Value | Count | Frequency (%) |
| 1 | 95 | |
| 2 | 109 | |
| 3 | 95 | |
| 4 | 94 | |
| 5 | 125 | |
| 6 | 96 | |
| 7 | 94 | |
| 8 | 88 | |
| 9 | 108 | |
| 10 | 96 |
| Value | Count | Frequency (%) |
| 10 | 96 | |
| 9 | 108 | |
| 8 | 88 | |
| 7 | 94 | |
| 6 | 96 | |
| 5 | 125 | |
| 4 | 94 | |
| 3 | 95 | |
| 2 | 109 | |
| 1 | 95 |
purchase_frequency
Real number (ℝ)
| Distinct | 50 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.596 |
| Minimum | 1 |
|---|---|
| Maximum | 50 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 15 |
| median | 27 |
| Q3 | 39 |
| 95-th percentile | 49 |
| Maximum | 50 |
| Range | 49 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 14.243654 |
|---|---|
| Coefficient of variation (CV) | 0.53555623 |
| Kurtosis | -1.1301031 |
| Mean | 26.596 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.083965956 |
| Sum | 26596 |
| Variance | 202.88167 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 28 | 35 | 3.5% |
| 42 | 30 | 3.0% |
| 27 | 30 | 3.0% |
| 49 | 29 | 2.9% |
| 31 | 27 | 2.7% |
| 22 | 27 | 2.7% |
| 24 | 26 | 2.6% |
| 9 | 25 | 2.5% |
| 19 | 23 | 2.3% |
| 50 | 23 | 2.3% |
| Other values (40) | 725 |
| Value | Count | Frequency (%) |
| 1 | 13 | |
| 2 | 21 | |
| 3 | 19 | |
| 4 | 11 | |
| 5 | 23 | |
| 6 | 22 | |
| 7 | 11 | |
| 8 | 20 | |
| 9 | 25 | |
| 10 | 15 |
| Value | Count | Frequency (%) |
| 50 | 23 | |
| 49 | 29 | |
| 48 | 19 | |
| 47 | 22 | |
| 46 | 22 | |
| 45 | 17 | |
| 44 | 21 | |
| 43 | 14 | |
| 42 | 30 | |
| 41 | 22 |
preferred_category
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| Electronics | |
|---|---|
| Sports | |
| Home & Garden | |
| Groceries | |
| Clothing |
Length
| Max length | 13 |
|---|---|
| Median length | 9 |
| Mean length | 9.454 |
| Min length | 6 |
Characters and Unicode
| Total characters | 9454 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Groceries |
|---|---|
| 2nd row | Sports |
| 3rd row | Clothing |
| 4th row | Home & Garden |
| 5th row | Electronics |
Common Values
| Value | Count | Frequency (%) |
| Electronics | 215 | |
| Sports | 210 | |
| Home & Garden | 206 | |
| Groceries | 199 | |
| Clothing | 170 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| electronics | 215 | |
| sports | 210 | |
| home | 206 | |
| 206 | ||
| garden | 206 | |
| groceries | 199 | |
| clothing | 170 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1029 | |
| e | 1025 | |
| o | 1000 | 10.6% |
| c | 629 | 6.7% |
| s | 624 | 6.6% |
| t | 595 | 6.3% |
| n | 591 | 6.3% |
| i | 584 | 6.2% |
| 412 | 4.4% | |
| G | 405 | 4.3% |
| Other values (12) | 2560 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9454 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 1029 | |
| e | 1025 | |
| o | 1000 | 10.6% |
| c | 629 | 6.7% |
| s | 624 | 6.6% |
| t | 595 | 6.3% |
| n | 591 | 6.3% |
| i | 584 | 6.2% |
| 412 | 4.4% | |
| G | 405 | 4.3% |
| Other values (12) | 2560 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9454 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 1029 | |
| e | 1025 | |
| o | 1000 | 10.6% |
| c | 629 | 6.7% |
| s | 624 | 6.6% |
| t | 595 | 6.3% |
| n | 591 | 6.3% |
| i | 584 | 6.2% |
| 412 | 4.4% | |
| G | 405 | 4.3% |
| Other values (12) | 2560 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9454 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 1029 | |
| e | 1025 | |
| o | 1000 | 10.6% |
| c | 629 | 6.7% |
| s | 624 | 6.6% |
| t | 595 | 6.3% |
| n | 591 | 6.3% |
| i | 584 | 6.2% |
| 412 | 4.4% | |
| G | 405 | 4.3% |
| Other values (12) | 2560 |
last_purchase_amount
Real number (ℝ)
| Distinct | 994 |
|---|---|
| Distinct (%) | 99.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 492.34867 |
| Minimum | 10.4 |
|---|---|
| Maximum | 999.74 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 10.4 |
|---|---|
| 5-th percentile | 45.0495 |
| Q1 | 218.7625 |
| median | 491.595 |
| Q3 | 747.17 |
| 95-th percentile | 944.253 |
| Maximum | 999.74 |
| Range | 989.34 |
| Interquartile range (IQR) | 528.4075 |
Descriptive statistics
| Standard deviation | 295.74425 |
|---|---|
| Coefficient of variation (CV) | 0.60068051 |
| Kurtosis | -1.2739791 |
| Mean | 492.34867 |
| Median Absolute Deviation (MAD) | 266.62 |
| Skewness | 0.017553616 |
| Sum | 492348.67 |
| Variance | 87464.663 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 559.73 | 2 | 0.2% |
| 553.35 | 2 | 0.2% |
| 66.6 | 2 | 0.2% |
| 140.52 | 2 | 0.2% |
| 937.86 | 2 | 0.2% |
| 532.51 | 2 | 0.2% |
| 758.44 | 1 | 0.1% |
| 566.59 | 1 | 0.1% |
| 760.27 | 1 | 0.1% |
| 900.16 | 1 | 0.1% |
| Other values (984) | 984 |
| Value | Count | Frequency (%) |
| 10.4 | 1 | |
| 11.01 | 1 | |
| 11.29 | 1 | |
| 12.36 | 1 | |
| 12.45 | 1 | |
| 13.16 | 1 | |
| 13.46 | 1 | |
| 13.69 | 1 | |
| 14.52 | 1 | |
| 15.04 | 1 |
| Value | Count | Frequency (%) |
| 999.74 | 1 | |
| 998.98 | 1 | |
| 998.51 | 1 | |
| 998.09 | 1 | |
| 997.24 | 1 | |
| 997.15 | 1 | |
| 994.1 | 1 | |
| 992.17 | 1 | |
| 991.93 | 1 | |
| 990.87 | 1 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| id | age | gender | income | spending_score | membership_years | purchase_frequency | preferred_category | last_purchase_amount | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 38 | Female | 99342 | 90 | 3 | 24 | Groceries | 113.53 |
| 1 | 2 | 21 | Female | 78852 | 60 | 2 | 42 | Sports | 41.93 |
| 2 | 3 | 60 | Female | 126573 | 30 | 2 | 28 | Clothing | 424.36 |
| 3 | 4 | 40 | Other | 47099 | 74 | 9 | 5 | Home & Garden | 991.93 |
| 4 | 5 | 65 | Female | 140621 | 21 | 3 | 25 | Electronics | 347.08 |
| 5 | 6 | 31 | Other | 57305 | 24 | 3 | 30 | Home & Garden | 86.85 |
| 6 | 7 | 19 | Other | 54319 | 68 | 5 | 43 | Clothing | 191.72 |
| 7 | 8 | 43 | Male | 108115 | 94 | 9 | 27 | Groceries | 734.56 |
| 8 | 9 | 53 | Male | 34424 | 29 | 6 | 7 | Sports | 951.71 |
| 9 | 10 | 55 | Female | 45839 | 55 | 7 | 2 | Electronics | 821.18 |
| id | age | gender | income | spending_score | membership_years | purchase_frequency | preferred_category | last_purchase_amount | |
|---|---|---|---|---|---|---|---|---|---|
| 990 | 991 | 21 | Other | 80264 | 41 | 4 | 26 | Sports | 458.93 |
| 991 | 992 | 53 | Other | 83578 | 97 | 5 | 50 | Sports | 917.08 |
| 992 | 993 | 22 | Female | 125479 | 57 | 8 | 27 | Home & Garden | 139.75 |
| 993 | 994 | 29 | Female | 64799 | 42 | 5 | 19 | Electronics | 967.26 |
| 994 | 995 | 60 | Male | 71923 | 25 | 2 | 40 | Clothing | 986.97 |
| 995 | 996 | 57 | Male | 112170 | 57 | 6 | 1 | Clothing | 313.64 |
| 996 | 997 | 23 | Other | 65337 | 76 | 10 | 23 | Groceries | 632.83 |
| 997 | 998 | 23 | Male | 113097 | 40 | 5 | 42 | Sports | 75.09 |
| 998 | 999 | 22 | Female | 113695 | 63 | 7 | 44 | Electronics | 505.16 |
| 999 | 1000 | 36 | Female | 90420 | 7 | 2 | 31 | Groceries | 669.26 |